{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "33cad4a1",
   "metadata": {},
   "source": [
    "## Notebook 6 - Setting the CosineScore threshold"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2de9338",
   "metadata": {},
   "source": [
    "This notebooks identifies a reasonable cutoff to call hits from our screening results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a576385",
   "metadata": {},
   "outputs": [],
   "source": [
    "%run ../common.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5da724f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./tmp/Allmixes_results_cosine_iteration_1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a71c21f",
   "metadata": {},
   "outputs": [],
   "source": [
    "mapElysID = pd.read_csv('../data/screening_data/ELYS_ID_to_Enzyme_name_VB.txt', sep='\\t', encoding='utf8')\n",
    "mapElysID = dict(zip(mapElysID.ELYS_ID, mapElysID.Enzyme_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95a62274",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Enzyme_name'] = [mapElysID.get(eid) for eid in df['Enzyme_id']]\n",
    "df = df.drop('Enzyme_id', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7c7fb577",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df[df['Enzyme_name'].isin(enzymes_inclusion)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b2747df8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "The PostScript backend does not support transparency; partially transparent artists will be rendered opaque.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 528x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(5.5, 5), dpi=96)\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "for mix in range(1,13):\n",
    "    df_tmp = df[df['Mix']==mix]\n",
    "    \n",
    "    scores = df_tmp['CosineScore']\n",
    "    scores = np.sort(scores)\n",
    "    \n",
    "    counts = np.array(range(len(scores),0,-1))\n",
    "    N = len(df_tmp['File'].unique())\n",
    "    counts_norm = counts / N\n",
    "    \n",
    "    plt.plot(scores, counts_norm, linewidth = .5)\n",
    "\n",
    "# Let us plot the average\n",
    "scores = df['CosineScore']\n",
    "scores = np.sort(scores)\n",
    "\n",
    "counts = np.array(range(len(scores),0,-1))\n",
    "N = len(df['File'].unique())\n",
    "counts_norm = counts / N\n",
    "plt.plot(scores, counts_norm, linewidth = 1.5, color='black', linestyle='dashed')\n",
    "\n",
    "plt.xlim([0.5,1.0])\n",
    "plt.ylim([0,13])\n",
    "\n",
    "plt.xlabel('CosineScore threshold')\n",
    "plt.ylabel('Average number of hits per experiment')\n",
    "legend = [f'Mix {n}' for n in range(1,13)]\n",
    "legend.append('Average')\n",
    "plt.legend(legend, prop={'size': 8.})\n",
    "\n",
    "plt.savefig(filepath_results + \"/figures/Effect of score cutoff.png\", dpi=300, bbox_inches='tight', pad_inches=0, facecolor='white')\n",
    "plt.savefig(filepath_results + \"/figures/Effect of score cutoff.eps\", bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "065d4a1d",
   "metadata": {},
   "source": [
    "Let us plot by adduct type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "04118fbe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 2000.0)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x384 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "adducts = list(df['Adduct'].unique())\n",
    "adducts.append('C-gly') # Let us plot the C-glucosides detected as well\n",
    "scores = np.arange(0.5,1.0,0.01)\n",
    "M = np.zeros((len(scores), len(adducts)))\n",
    "for i,score in enumerate(scores):\n",
    "    df_tmp = df[df['CosineScore']>=score]\n",
    "    dict_counts = dict(df_tmp['Adduct'].value_counts())\n",
    "    for j, adduct in enumerate(adducts):\n",
    "        tmp = dict_counts.get(adduct)\n",
    "        if tmp is not None:\n",
    "            M[i,j] = tmp\n",
    "    M[i,-1] = np.sum(df_tmp['C-gly'])\n",
    "\n",
    "            \n",
    "df_plot = pd.DataFrame(M, columns = adducts)\n",
    "    \n",
    "fig = plt.figure(figsize=(10, 4), dpi=96)\n",
    "fig.patch.set_facecolor('white')\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "for (columnName, columnData) in df_plot.items():\n",
    "    plt.plot(scores, columnData.values, linewidth = 1.)\n",
    "plt.legend(adducts, prop={'size': 8.})\n",
    "plt.xlabel('CosineScore threshold')\n",
    "plt.ylabel('Number of hits per adduct type')\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "for (columnName, columnData) in df_plot.items():\n",
    "    plt.plot(scores, columnData.values, linewidth = 1.)\n",
    "plt.xlabel('CosineScore threshold')\n",
    "plt.ylim([0,2000])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17b23085",
   "metadata": {},
   "source": [
    "Let us drop any rows with the same enzyme and name combination:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8bb3e6d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11874"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.sort_values(by=['Mix', 'AUC'], ascending=[True, False]) # The sorting ensures we keep the highest AUC when dropping\n",
    "df = df.drop_duplicates(subset=['Enzyme_name', 'Name'], keep='first')\n",
    "df.reset_index(drop=True, inplace=True)\n",
    "\n",
    "assert not any(df['AUC']<=0) # Sanity check\n",
    "# df = df.query('AUC > 10_000').reset_index(drop=True).copy()\n",
    "\n",
    "df['single_or_double'] = df['Name'].apply(lambda x: 'double' if \" (2GLC)\" in x  else 'single')\n",
    "df['Name'] = df['Name'].str.replace(' (2GLC)', '')\n",
    "\n",
    "len(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "42c8530c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.75\n",
      "5542\n",
      "0.8\n",
      "4695\n",
      "0.85\n",
      "3792\n",
      "0.9\n",
      "2968\n"
     ]
    }
   ],
   "source": [
    "score_thresholds = [0.75, 0.8, 0.85, 0.9]\n",
    "for score_threshold in score_thresholds:\n",
    "    df = df[df['CosineScore']>=score_threshold]\n",
    "    df.reset_index(drop=True, inplace=True)\n",
    "\n",
    "    # Pivoting the dataframe\n",
    "    df_pivot = df.pivot(index=['Mix', 'Name', 'CSMILES', 'Enzyme_name'], columns='single_or_double', values=['CosineScore', 'RT', 'AUC', 'Adduct', 'C-gly','MoNA_DB#']).reset_index()\n",
    "\n",
    "    # Flattening the column hierarchy\n",
    "    df_pivot.columns = ['_'.join(col).strip('_') for col in df_pivot.columns.values]\n",
    "\n",
    "    df_pivot['single_double'] = df_pivot.apply(\n",
    "        lambda row: 'single_and_double' if row['AUC_single'] > 0 and row['AUC_double'] > 0 else (\n",
    "            'single' if row['AUC_single'] > 0 else (\n",
    "                'double' if row['AUC_double'] > 0 else None\n",
    "            )\n",
    "        ), axis=1\n",
    "    )\n",
    "\n",
    "    # Specifying the desired column order\n",
    "    desired_order = ['Mix', 'Name', 'CSMILES', 'Enzyme_name', 'single_double',\n",
    "                    'CosineScore_single', 'RT_single', 'AUC_single', 'Adduct_single', 'C-gly_single', 'MoNA_DB#_single', \n",
    "                    'CosineScore_double', 'RT_double', 'AUC_double', 'Adduct_double', 'C-gly_double','MoNA_DB#_double',]\n",
    "\n",
    "    # Reordering the columns\n",
    "    df_pivot = df_pivot[desired_order]\n",
    "\n",
    "    # Save the results\n",
    "    df_pivot.to_pickle(filepath_results + f'Screening_results_CosineScore_{score_threshold}.pkl')\n",
    "    df_pivot.to_csv(filepath_results + f'Screening_results_CosineScore_{score_threshold}.csv', index=False) # for paper\n",
    "\n",
    "    print(score_threshold)\n",
    "    print(len(df_pivot))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dbf65325",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "project_gt",
   "language": "python",
   "name": "project_gt"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
